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Retrieval-Augmented Generation (RAG) Courses

Retrieval-augmented generation (RAG) courses can help you learn how to combine information retrieval with generative models, enhancing the quality of AI outputs. You’ll explore techniques for integrating external knowledge sources, fine-tuning models for specific tasks, and evaluating the effectiveness of generated content.

Popular RAG Courses and Certifications


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    Hugging Face

    Introduction to Multimodal AI with Hugging Face

    Skills you'll gain: Multimodal Prompts, Model Context Protocol, Hugging Face, AI Workflows, LLM Application, Agentic Workflows, Retrieval-Augmented Generation, Generative AI, Responsible AI, Vision Transformer (ViT), Agentic systems, AI Security, Large Language Modeling, Generative AI Agents, Model Deployment, Prompt Engineering, Image Analysis, Computer Vision, Fine-tuning

    Intermediate · Course · 1 - 4 Weeks

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    Google Cloud

    Multimodal Retrieval Augmented Generation (RAG) using the Vertex AI Gemini API

    Skills you'll gain: Gemini, Google Gemini, Multimodal Prompts, Retrieval-Augmented Generation, Data Store, Embeddings, Metadata Management, Image Analysis, Large Language Modeling, Prompt Engineering, Cloud Computing, Artificial Intelligence

    3.9
    Rating, 3.9 out of 5 stars
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    10 reviews

    Intermediate · Project · Less Than 2 Hours

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    Board Infinity

    AI Systems Design: RAG Pipelines and LLM Architecture

    Skills you'll gain: AI Orchestration, AI Workflows, Retrieval-Augmented Generation, LLM Application, Solution Architecture, Generative AI, AI Product Strategy, Generative AI Agents, Artificial Intelligence, Unstructured Data, Systems Architecture, Agentic systems, Software Architecture, Feasibility Studies, Large Language Modeling, User Interface (UI), Embeddings, Data Preprocessing, Vector Databases, Fine-tuning

    2.3
    Rating, 2.3 out of 5 stars
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    7 reviews

    Intermediate · Course · 1 - 4 Weeks

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    LearnKartS

    AI Memory Systems: Production RAG Pipelines with n8n

    Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Embeddings, Google Gemini, AI Workflows, Agentic Workflows, OpenAI API, Generative AI Agents, Generative AI, Multimodal Prompts, Prompt Engineering, Semantic Web, Large Language Modeling, Data Pipelines, Natural Language Processing, Workflow Management, Database Management, Application Programming Interface (API), Automation, Machine Learning

    Beginner · Course · 1 - 4 Weeks

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    Coursera

    Boost RAG with Chroma

    Skills you'll gain: Retrieval-Augmented Generation, Generative AI, LangChain, LLM Application, Large Language Modeling, Embeddings, Vector Databases, AI Orchestration, Model Evaluation

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free
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    DeepLearning.AI

    Preprocessing Unstructured Data for LLM Applications

    Skills you'll gain: Retrieval-Augmented Generation, Unstructured Data, LLM Application, Large Language Modeling, Data Preprocessing, Metadata Management, Data Processing, JSON, Image Analysis, Data Transformation, Document Management, Vision Transformer (ViT)

    4.3
    Rating, 4.3 out of 5 stars
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    17 reviews

    Beginner · Project · Less Than 2 Hours

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    Google Cloud

    Create a RAG Application with BigQuery

    Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Embeddings, Google Gemini, Data Processing, Identity and Access Management, Google Cloud Platform, LLM Application, Data Pipelines, Large Language Modeling

    Intermediate · Project · Less Than 2 Hours

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    LearnKartS

    Agentic AI Systems with Vector DBs & RAG

    Skills you'll gain: Agentic systems, Retrieval-Augmented Generation, Vector Databases, Agentic Workflows, Generative AI Agents, MongoDB, Model Context Protocol, Scalability, Embeddings, AI Workflows, Node.JS, PostgreSQL, Data Integration, Database Management, API Design, Data Transformation, Data Structures, Data Storage

    Advanced · Course · 1 - 4 Weeks

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    LearnKartS

    Agentic AI Foundations: Build RAG & MCP Chatbots

    Skills you'll gain: Agentic systems, Retrieval-Augmented Generation, Google Gemini, Agentic Workflows, Generative AI Agents, Node.JS, OpenAI API, Model Context Protocol, Prompt Engineering, LLM Application, Development Environment, AI Integrations, AI Workflows, Angular, Generative AI, Large Language Modeling, Tool Calling, Server Side, Embeddings, Frontend Integration

    Beginner · Course · 1 - 4 Weeks

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    Packt

    RAG-Driven Generative AI

    Skills you'll gain: Generative AI, OpenAI, AI Workflows, Data Pipelines, Semantic Web, Deep Learning, Scalability, Artificial Intelligence, Natural Language Processing, Machine Learning, Data Science

    Advanced · Course · 1 - 3 Months

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    Packt

    Master Retrieval-Augmented Generation (RAG) Systems

    Skills you'll gain: Retrieval-Augmented Generation, Embeddings, Large Language Modeling, Prompt Engineering, Plot (Graphics), Generative AI, Vector Databases, LLM Application, Text Mining, Dimensionality Reduction

    4.2
    Rating, 4.2 out of 5 stars
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    6 reviews

    Intermediate · Course · 1 - 3 Months

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    Coursera

    RAG Systems and Production Operations

    Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Data Migration, Performance Tuning, Generative AI Agents, Agentic systems, Generative AI, Model Deployment, AI Security, Containerization, Model Optimization, Large Language Modeling, Embeddings, Role-Based Access Control (RBAC), System Monitoring

    Intermediate · Course · 1 - 3 Months

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In summary, here are 10 of our most popular rag courses

  • Introduction to Multimodal AI with Hugging Face: Hugging Face
  • Multimodal Retrieval Augmented Generation (RAG) using the Vertex AI Gemini API: Google Cloud
  • AI Systems Design: RAG Pipelines and LLM Architecture: Board Infinity
  • AI Memory Systems: Production RAG Pipelines with n8n: LearnKartS
  • Boost RAG with Chroma: Coursera
  • Preprocessing Unstructured Data for LLM Applications: DeepLearning.AI
  • Create a RAG Application with BigQuery: Google Cloud
  • Agentic AI Systems with Vector DBs & RAG: LearnKartS
  • Agentic AI Foundations: Build RAG & MCP Chatbots: LearnKartS
  • RAG-Driven Generative AI: Packt

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